{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "泛函数是函数的函数，即它的输入是函数，输出是实数。比如两个点，输入是连接的曲线，输出是长度。我们求最短的时候就用变分法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# preparation\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类比来看：<p>\n",
    "求倒数的时候，我们可以先对x产生一个小的改变$\\epsilon$，然后对$\\epsilon$展开。<p>\n",
    "    $$\n",
    "y(x+\\epsilon)=y(x)+\\frac{\\mathrm{d} y}{\\mathrm{d} x} \\epsilon+O\\left(\\epsilon^{2}\\right)\n",
    " \\tag{D.1}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于多变量函数:\n",
    "$$\n",
    "y\\left(x_{1}+\\epsilon_{1}, \\ldots, x_{D}+\\epsilon_{D}\\right)=y\\left(x_{1}, \\ldots, x_{D}\\right)+\\sum_{i=1}^{D} \\frac{\\partial y}{\\partial x_{i}} \\epsilon_{i}+O\\left(\\epsilon^{2}\\right) \\tag{D.2}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于泛函F(x):\n",
    "$$\n",
    "F[y(x)+\\epsilon \\eta(x)]=F[y(x)]+\\epsilon \\int \\frac{\\delta F}{\\delta y(x)} \\eta(x) \\mathrm{d} x+O\\left(\\epsilon^{2}\\right) \\tag{D.3}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "因为泛函的值在y(x)发送微小变化的时候几乎不变，所以第二项为零。因为对于任意$\\eta(x)$都成立,所以泛函的倒数对于所有x都等于零。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们定义泛函为$G(y,y^{\\prime},x)$的积分<p>\n",
    "   $$\n",
    "F[y]=\\int G\\left(y(x), y^{\\prime}(x), x\\right) \\mathrm{d} x \\tag{D.5}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "所以我们可以幂展开。\n",
    "$$\n",
    "F[y(x)+\\epsilon \\eta(x)]=F[y(x)]+\\epsilon \\int\\left\\{\\frac{\\partial G}{\\partial y} \\eta(x)+\\frac{\\partial G}{\\partial y^{\\prime}} \\eta^{\\prime}(x)\\right\\} \\mathrm{d} x+O\\left(\\epsilon^{2}\\right) \\tag{D.6}\n",
    "$$<p>\n",
    "用$\\eta(x)$在积分边界为0的事实，对第二项分部积分的到：<p>\n",
    "$$\n",
    "F[y(x)+\\epsilon \\eta(x)]=F[y(x)]+\\epsilon \\int\\left\\{\\frac{\\partial G}{\\partial y}-\\frac{\\mathrm{d}}{\\mathrm{d} x}\\left(\\frac{\\partial G}{\\partial y^{\\prime}}\\right)\\right\\} \\eta(x) \\mathrm{d} x+O\\left(\\epsilon^{2}\\right) \\tag{D.7}\n",
    "$$\n",
    "跟D.3对比，我们令泛函的倒数为零，得到下面；欧拉-拉格朗日方程。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9f81ae7650>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 推导\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分推导.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "\\frac{\\partial G}{\\partial y}-\\frac{\\mathrm{d}}{\\mathrm{d} x}\\left(\\frac{\\partial G}{\\partial y^{\\prime}}\\right)=0 \\tag{D.8}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9f826a2110>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 例子\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分例1.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9f7f030550>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.5.4的应用\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "d = plt.imread('./graph/变分例2.png')\n",
    "plt.axis('off')\n",
    "ax.imshow(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参考资料：<p>\n",
    "https://biggerhao.github.io/blog/2018/02/PRML-1-88/ <p>\n",
    "https://github.com/lijin-THU/notes-machine-learning/blob/master/Pattern-Recognition-and-Machine-Learning/Appendix/Appendix-D-Calculus-of-Variations.ipynb<p>\n",
    "    https://zhuanlan.zhihu.com/p/20718489<p>\n",
    "        https://zhuanlan.zhihu.com/p/20727402<p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
